Methods › Computer Vision › Image Models › SANet
Self-Attention Network
SANet
Introduced by Hengshuang Zhao et al. in Exploring Self-attention for Image Recognition
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Self-Attention Network (SANet) proposes two variations of self-attention used for image recognition: 1) pairwise self-attention which generalizes standard dot-product attention and is fundamentally a set operator, and 2) patchwise self-attention which is strictly more powerful than convolution.
Papers archive 2025-07-28
11 shown of 11, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Counting Manatee Aggregations using Deep Neural Networks and Anisotropic Gaussian Kernel 4 Nov 2023 · 1 repository · arXiv:2311.02315
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Spatial-Assistant Encoder-Decoder Network for Real Time Semantic Segmentation 19 Sep 2023 · 1 repository · arXiv:2309.10519
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Strip Attention for Image Restoration 1 Aug 2023 · 1 repository
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Structure Aggregation for Cross-Spectral Stereo Image Guided Denoising 1 Jan 2023 · 1 repository
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Artistic Arbitrary Style Transfer 21 Dec 2022 · 0 repositories · arXiv:2212.11376
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Playing Lottery Tickets in Style Transfer Models 25 Mar 2022 · 0 repositories · arXiv:2203.13802
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Exploring Separable Attention for Multi-Contrast MR Image Super-Resolution 3 Sep 2021 · 1 repository · arXiv:2109.01664
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Shallow Attention Network for Polyp Segmentation 2 Aug 2021 · 1 repository · arXiv:2108.00882
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Learning Camera Localization via Dense Scene Matching 31 Mar 2021 · 1 repository · arXiv:2103.16792
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Scale-aware Neural Network for Semantic Segmentation of Multi-resolution Remote Sensing Images 14 Mar 2021 · 0 repositories · arXiv:2103.07935
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Exploring Self-attention for Image Recognition 28 Apr 2020 · 1 repository · arXiv:2004.13621Syntology ran 2 of 2 samples · 0 unverified · 1 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 21 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections